{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-05-27T01:59:34.084179Z",
     "start_time": "2025-05-27T01:59:33.555975Z"
    }
   },
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.datasets import fetch_openml\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.linear_model import Perceptron, LogisticRegression\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.metrics import accuracy_score, precision_recall_fscore_support, confusion_matrix\n",
    "import time"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T01:59:44.457735Z",
     "start_time": "2025-05-27T01:59:40.495657Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 加载MNIST数据集\n",
    "mnist = fetch_openml('mnist_784', version=1)\n",
    "X, y = mnist.data, mnist.target.astype(np.int8)"
   ],
   "id": "5dcfe3bcba06f3b6",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T01:59:47.242600Z",
     "start_time": "2025-05-27T01:59:46.270391Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 数据标准化\n",
    "scaler = StandardScaler()\n",
    "X_scaled = scaler.fit_transform(X)"
   ],
   "id": "b5bea1774ee563c9",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T01:59:50.876687Z",
     "start_time": "2025-05-27T01:59:49.484317Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 划分训练集和测试集\n",
    "X_train, X_test, y_train, y_test = train_test_split(X_scaled, y, test_size=0.2, random_state=42)"
   ],
   "id": "6dd4eb5a44a8da63",
   "outputs": [],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T01:59:54.017430Z",
     "start_time": "2025-05-27T01:59:52.834041Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 特征工程：主成分分析（PCA）\n",
    "pca = PCA(n_components=0.95)  # 保留95%的方差\n",
    "X_train_pca = pca.fit_transform(X_train)\n",
    "X_test_pca = pca.transform(X_test)"
   ],
   "id": "f3c861b9015b91b5",
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:00:56.891930Z",
     "start_time": "2025-05-27T02:00:45.897843Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Logistic回归模型\n",
    "print(\"Training Logistic Regression...\")\n",
    "start_time = time.time()\n",
    "logistic = LogisticRegression(max_iter=1000, random_state=42)\n",
    "logistic.fit(X_train, y_train)\n",
    "training_time_logistic = time.time() - start_time\n",
    "y_pred_logistic = logistic.predict(X_test)"
   ],
   "id": "bcf1298523773eb6",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Logistic Regression...\n"
     ]
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:00:58.901532Z",
     "start_time": "2025-05-27T02:00:58.888515Z"
    }
   },
   "cell_type": "code",
   "source": [
    "accuracy_logistic = accuracy_score(y_test, y_pred_logistic)\n",
    "precision_logistic, recall_logistic, f1_logistic, _ = precision_recall_fscore_support(y_test, y_pred_logistic, average='weighted')\n",
    "conf_matrix_logistic = confusion_matrix(y_test, y_pred_logistic)"
   ],
   "id": "f40f66832728ee9c",
   "outputs": [],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:01:02.081321Z",
     "start_time": "2025-05-27T02:01:02.077819Z"
    }
   },
   "cell_type": "code",
   "source": [
    "print(\"Logistic Regression Accuracy:\", accuracy_logistic)\n",
    "print(\"Logistic Regression Precision:\", precision_logistic)\n",
    "print(\"Logistic Regression Recall:\", recall_logistic)\n",
    "print(\"Logistic Regression F1-score:\", f1_logistic)\n",
    "print(f\"Training Time: {training_time_logistic:.2f} seconds\")"
   ],
   "id": "94ea483c2044b89e",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Logistic Regression Accuracy: 0.9154285714285715\n",
      "Logistic Regression Precision: 0.9151913980679973\n",
      "Logistic Regression Recall: 0.9154285714285715\n",
      "Logistic Regression F1-score: 0.9152290737964858\n",
      "Training Time: 10.98 seconds\n"
     ]
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:01:04.779848Z",
     "start_time": "2025-05-27T02:01:04.504441Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制Logistic回归的混淆矩阵\n",
    "plt.figure(figsize=(10, 7))\n",
    "sns.heatmap(conf_matrix_logistic, annot=True, fmt='d', cmap='Blues')\n",
    "plt.title(\"Logistic Regression - Confusion Matrix\")\n",
    "plt.xlabel(\"Predicted Label\")\n",
    "plt.ylabel(\"True Label\")\n",
    "plt.show()"
   ],
   "id": "59c3acd89df518f6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x700 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:06:52.403322Z",
     "start_time": "2025-05-27T02:01:19.983038Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# SVM模型\n",
    "print(\"Training SVM...\")\n",
    "start_time = time.time()\n",
    "svm = SVC(random_state=42)\n",
    "svm.fit(X_train, y_train)\n",
    "training_time_svm = time.time() - start_time\n",
    "y_pred_svm = svm.predict(X_test)"
   ],
   "id": "7b343f79681c38e1",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training SVM...\n"
     ]
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:07:04.317462Z",
     "start_time": "2025-05-27T02:07:04.303583Z"
    }
   },
   "cell_type": "code",
   "source": [
    "accuracy_svm = accuracy_score(y_test, y_pred_svm)\n",
    "precision_svm, recall_svm, f1_svm, _ = precision_recall_fscore_support(y_test, y_pred_svm, average='weighted')\n",
    "conf_matrix_svm = confusion_matrix(y_test, y_pred_svm)"
   ],
   "id": "b8efa5418315a6a9",
   "outputs": [],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:07:06.291387Z",
     "start_time": "2025-05-27T02:07:06.287568Z"
    }
   },
   "cell_type": "code",
   "source": [
    "print(\"SVM Accuracy:\", accuracy_svm)\n",
    "print(\"SVM Precision:\", precision_svm)\n",
    "print(\"SVM Recall:\", recall_svm)\n",
    "print(\"SVM F1-score:\", f1_svm)\n",
    "print(f\"Training Time: {training_time_svm:.2f} seconds\")"
   ],
   "id": "1f72e3cd620b829a",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SVM Accuracy: 0.9631428571428572\n",
      "SVM Precision: 0.9633654172967059\n",
      "SVM Recall: 0.9631428571428572\n",
      "SVM F1-score: 0.963154023780342\n",
      "Training Time: 230.95 seconds\n"
     ]
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:07:08.558294Z",
     "start_time": "2025-05-27T02:07:08.363949Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制SVM的混淆矩阵\n",
    "plt.figure(figsize=(10, 7))\n",
    "sns.heatmap(conf_matrix_svm, annot=True, fmt='d', cmap='Blues')\n",
    "plt.title(\"SVM - Confusion Matrix\")\n",
    "plt.xlabel(\"Predicted Label\")\n",
    "plt.ylabel(\"True Label\")\n",
    "plt.show()"
   ],
   "id": "8cccae7bee1b4f11",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x700 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:08:00.495781Z",
     "start_time": "2025-05-27T02:07:11.361511Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 决策树模型\n",
    "print(\"Training Decision Tree...\")\n",
    "start_time = time.time()\n",
    "decision_tree = DecisionTreeClassifier(random_state=42)\n",
    "decision_tree.fit(X_train_pca, y_train)\n",
    "training_time_decision_tree = time.time() - start_time\n",
    "y_pred_decision_tree = decision_tree.predict(X_test_pca)"
   ],
   "id": "e4a2c7eebef76430",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Decision Tree...\n"
     ]
    }
   ],
   "execution_count": 17
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:08:07.650259Z",
     "start_time": "2025-05-27T02:08:07.636976Z"
    }
   },
   "cell_type": "code",
   "source": [
    "accuracy_decision_tree = accuracy_score(y_test, y_pred_decision_tree)\n",
    "precision_decision_tree, recall_decision_tree, f1_decision_tree, _ = precision_recall_fscore_support(y_test, y_pred_decision_tree, average='weighted')\n",
    "conf_matrix_decision_tree = confusion_matrix(y_test, y_pred_decision_tree)"
   ],
   "id": "e884154578897642",
   "outputs": [],
   "execution_count": 18
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:08:12.555151Z",
     "start_time": "2025-05-27T02:08:12.551986Z"
    }
   },
   "cell_type": "code",
   "source": [
    "print(\"Decision Tree Accuracy:\", accuracy_decision_tree)\n",
    "print(\"Decision Tree Precision:\", precision_decision_tree)\n",
    "print(\"Decision Tree Recall:\", recall_decision_tree)\n",
    "print(\"Decision Tree F1-score:\", f1_decision_tree)\n",
    "print(f\"Training Time: {training_time_decision_tree:.2f} seconds\")"
   ],
   "id": "3f0313ea5f43236a",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decision Tree Accuracy: 0.8245714285714286\n",
      "Decision Tree Precision: 0.8248677755212799\n",
      "Decision Tree Recall: 0.8245714285714286\n",
      "Decision Tree F1-score: 0.8246288536918446\n",
      "Training Time: 49.10 seconds\n"
     ]
    }
   ],
   "execution_count": 19
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:08:14.766175Z",
     "start_time": "2025-05-27T02:08:14.540820Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制决策树的混淆矩阵\n",
    "plt.figure(figsize=(10, 7))\n",
    "sns.heatmap(conf_matrix_decision_tree, annot=True, fmt='d', cmap='Blues')\n",
    "plt.title(\"Decision Tree - Confusion Matrix\")\n",
    "plt.xlabel(\"Predicted Label\")\n",
    "plt.ylabel(\"True Label\")\n",
    "plt.show()"
   ],
   "id": "25133e8ec2c086fd",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x700 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 20
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:10:38.404930Z",
     "start_time": "2025-05-27T02:08:17.275035Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 随机森林模型\n",
    "print(\"Training Random Forest...\")\n",
    "start_time = time.time()\n",
    "random_forest = RandomForestClassifier(random_state=42)\n",
    "random_forest.fit(X_train_pca, y_train)\n",
    "training_time_random_forest = time.time() - start_time\n",
    "y_pred_random_forest = random_forest.predict(X_test_pca)"
   ],
   "id": "86ef49aa0b1c11c4",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Random Forest...\n"
     ]
    }
   ],
   "execution_count": 21
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:10:42.246346Z",
     "start_time": "2025-05-27T02:10:42.232758Z"
    }
   },
   "cell_type": "code",
   "source": [
    "accuracy_random_forest = accuracy_score(y_test, y_pred_random_forest)\n",
    "precision_random_forest, recall_random_forest, f1_random_forest, _ = precision_recall_fscore_support(y_test, y_pred_random_forest, average='weighted')\n",
    "conf_matrix_random_forest = confusion_matrix(y_test, y_pred_random_forest)"
   ],
   "id": "5e9906b171a2f1b4",
   "outputs": [],
   "execution_count": 22
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:10:44.844451Z",
     "start_time": "2025-05-27T02:10:44.840487Z"
    }
   },
   "cell_type": "code",
   "source": [
    "print(\"Random Forest Accuracy:\", accuracy_random_forest)\n",
    "print(\"Random Forest Precision:\", precision_random_forest)\n",
    "print(\"Random Forest Recall:\", recall_random_forest)\n",
    "print(\"Random Forest F1-score:\", f1_random_forest)\n",
    "print(f\"Training Time: {training_time_random_forest:.2f} seconds\")"
   ],
   "id": "a53a248e3c6498c6",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Random Forest Accuracy: 0.9366428571428571\n",
      "Random Forest Precision: 0.9367646475483992\n",
      "Random Forest Recall: 0.9366428571428571\n",
      "Random Forest F1-score: 0.9365573605808082\n",
      "Training Time: 140.74 seconds\n"
     ]
    }
   ],
   "execution_count": 23
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:10:47.261645Z",
     "start_time": "2025-05-27T02:10:47.063911Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制随机森林的混淆矩阵\n",
    "plt.figure(figsize=(10, 7))\n",
    "sns.heatmap(conf_matrix_random_forest, annot=True, fmt='d', cmap='Blues')\n",
    "plt.title(\"Random Forest - Confusion Matrix\")\n",
    "plt.xlabel(\"Predicted Label\")\n",
    "plt.ylabel(\"True Label\")\n",
    "plt.show()"
   ],
   "id": "91b5cf7fc1cd40c4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x700 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 24
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:10:54.885861Z",
     "start_time": "2025-05-27T02:10:50.914920Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# K近邻模型\n",
    "print(\"Training KNN...\")\n",
    "start_time = time.time()\n",
    "knn = KNeighborsClassifier(n_neighbors=5)\n",
    "knn.fit(X_train_pca, y_train)\n",
    "training_time_knn = time.time() - start_time\n",
    "y_pred_knn = knn.predict(X_test_pca)"
   ],
   "id": "e24e7bf98d863220",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training KNN...\n"
     ]
    }
   ],
   "execution_count": 25
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:11:17.466164Z",
     "start_time": "2025-05-27T02:11:17.452805Z"
    }
   },
   "cell_type": "code",
   "source": [
    "accuracy_knn = accuracy_score(y_test, y_pred_knn)\n",
    "precision_knn, recall_knn, f1_knn, _ = precision_recall_fscore_support(y_test, y_pred_knn, average='weighted')\n",
    "conf_matrix_knn = confusion_matrix(y_test, y_pred_knn)"
   ],
   "id": "db7098dc31f87f96",
   "outputs": [],
   "execution_count": 26
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:11:19.637142Z",
     "start_time": "2025-05-27T02:11:19.633685Z"
    }
   },
   "cell_type": "code",
   "source": [
    "print(\"KNN Accuracy:\", accuracy_knn)\n",
    "print(\"KNN Precision:\", precision_knn)\n",
    "print(\"KNN Recall:\", recall_knn)\n",
    "print(\"KNN F1-score:\", f1_knn)\n",
    "print(f\"Training Time: {training_time_knn:.2f} seconds\")"
   ],
   "id": "bfaec7e10721d525",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNN Accuracy: 0.9497142857142857\n",
      "KNN Precision: 0.9498413953161078\n",
      "KNN Recall: 0.9497142857142857\n",
      "KNN F1-score: 0.9496159307543629\n",
      "Training Time: 0.02 seconds\n"
     ]
    }
   ],
   "execution_count": 27
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:11:22.087504Z",
     "start_time": "2025-05-27T02:11:21.899317Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制K近邻的混淆矩阵\n",
    "plt.figure(figsize=(10, 7))\n",
    "sns.heatmap(conf_matrix_knn, annot=True, fmt='d', cmap='Blues')\n",
    "plt.title(\"KNN - Confusion Matrix\")\n",
    "plt.xlabel(\"Predicted Label\")\n",
    "plt.ylabel(\"True Label\")\n",
    "plt.show()"
   ],
   "id": "2943b4b955159530",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x700 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 28
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:11:25.378054Z",
     "start_time": "2025-05-27T02:11:24.799076Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 朴素贝叶斯模型\n",
    "print(\"Training Naive Bayes...\")\n",
    "start_time = time.time()\n",
    "naive_bayes = GaussianNB()\n",
    "naive_bayes.fit(X_train_pca, y_train)\n",
    "training_time_naive_bayes = time.time() - start_time\n",
    "y_pred_naive_bayes = naive_bayes.predict(X_test_pca)"
   ],
   "id": "fb4a3b2dfaee0aeb",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Naive Bayes...\n"
     ]
    }
   ],
   "execution_count": 29
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:11:27.780831Z",
     "start_time": "2025-05-27T02:11:27.768491Z"
    }
   },
   "cell_type": "code",
   "source": [
    "accuracy_naive_bayes = accuracy_score(y_test, y_pred_naive_bayes)\n",
    "precision_naive_bayes, recall_naive_bayes, f1_naive_bayes, _ = precision_recall_fscore_support(y_test, y_pred_naive_bayes, average='weighted')\n",
    "conf_matrix_naive_bayes = confusion_matrix(y_test, y_pred_naive_bayes)"
   ],
   "id": "743ef0b4fb08af05",
   "outputs": [],
   "execution_count": 30
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:11:29.739417Z",
     "start_time": "2025-05-27T02:11:29.736352Z"
    }
   },
   "cell_type": "code",
   "source": [
    "print(\"Naive Bayes Accuracy:\", accuracy_naive_bayes)\n",
    "print(\"Naive Bayes Precision:\", precision_naive_bayes)\n",
    "print(\"Naive Bayes Recall:\", recall_naive_bayes)\n",
    "print(\"Naive Bayes F1-score:\", f1_naive_bayes)\n",
    "print(f\"Training Time: {training_time_naive_bayes:.2f} seconds\")"
   ],
   "id": "70e0cefe794164b2",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Naive Bayes Accuracy: 0.4567857142857143\n",
      "Naive Bayes Precision: 0.5808694413078769\n",
      "Naive Bayes Recall: 0.4567857142857143\n",
      "Naive Bayes F1-score: 0.434924698459205\n",
      "Training Time: 0.23 seconds\n"
     ]
    }
   ],
   "execution_count": 31
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:11:32.503511Z",
     "start_time": "2025-05-27T02:11:32.313497Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制朴素贝叶斯的混淆矩阵\n",
    "plt.figure(figsize=(10, 7))\n",
    "sns.heatmap(conf_matrix_naive_bayes, annot=True, fmt='d', cmap='Blues')\n",
    "plt.title(\"Naive Bayes - Confusion Matrix\")\n",
    "plt.xlabel(\"Predicted Label\")\n",
    "plt.ylabel(\"True Label\")\n",
    "plt.show()"
   ],
   "id": "4a4899daa34caa9d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x700 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 32
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:11:35.208576Z",
     "start_time": "2025-05-27T02:11:35.201792Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 自主实现Logistic回归模型\n",
    "class MyLogisticRegression:\n",
    "    def __init__(self, learning_rate=0.01, n_iterations=1000, num_classes=10):\n",
    "        self.learning_rate = learning_rate\n",
    "        self.n_iterations = n_iterations\n",
    "        self.num_classes = num_classes\n",
    "        self.weights = None\n",
    "        self.bias = None\n",
    "\n",
    "    def fit(self, X, y): ##避免过拟合\n",
    "        n_samples, n_features = X.shape\n",
    "        self.weights = np.zeros((n_features, self.num_classes))\n",
    "        self.bias = np.zeros(self.num_classes)\n",
    "        \n",
    "        # 将标签转换为one-hot编码\n",
    "        y_onehot = np.zeros((n_samples, self.num_classes))\n",
    "        y_onehot[np.arange(n_samples), y] = 1\n",
    "        \n",
    "        for _ in range(self.n_iterations):\n",
    "            # 前向传播\n",
    "            linear_model = np.dot(X, self.weights) + self.bias\n",
    "            y_predicted = self._softmax(linear_model)\n",
    "            \n",
    "            # 计算梯度\n",
    "            dw = np.dot(X.T, (y_predicted - y_onehot)) / n_samples\n",
    "            db = np.sum(y_predicted - y_onehot, axis=0) / n_samples\n",
    "            \n",
    "            # 更新参数\n",
    "            self.weights -= self.learning_rate * dw\n",
    "            self.bias -= self.learning_rate * db\n",
    "\n",
    "    def predict(self, X):\n",
    "        linear_model = np.dot(X, self.weights) + self.bias\n",
    "        y_predicted = self._softmax(linear_model)\n",
    "        return np.argmax(y_predicted, axis=1)\n",
    "\n",
    "    def _softmax(self, x):\n",
    "        exp_x = np.exp(x - np.max(x, axis=1, keepdims=True))  # 防止数值溢出\n",
    "        return exp_x / np.sum(exp_x, axis=1, keepdims=True)"
   ],
   "id": "3bcae773594b84ba",
   "outputs": [],
   "execution_count": 33
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:12:07.393900Z",
     "start_time": "2025-05-27T02:11:38.152925Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 训练自主实现的Logistic回归模型\n",
    "print(\"Training MyLogisticRegression...\")\n",
    "start_time = time.time()\n",
    "my_model = MyLogisticRegression(learning_rate=0.1, n_iterations=500, num_classes=10)\n",
    "my_model.fit(X_train, y_train)\n",
    "training_time_my = time.time() - start_time\n",
    "y_pred_my = my_model.predict(X_test)"
   ],
   "id": "eef721170a7d19c",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training MyLogisticRegression...\n"
     ]
    }
   ],
   "execution_count": 34
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:12:07.409498Z",
     "start_time": "2025-05-27T02:12:07.399665Z"
    }
   },
   "cell_type": "code",
   "source": [
    "accuracy_my = accuracy_score(y_test, y_pred_my)\n",
    "precision_my, recall_my, f1_my, _ = precision_recall_fscore_support(y_test, y_pred_my, average='weighted')\n",
    "conf_matrix_my = confusion_matrix(y_test, y_pred_my)"
   ],
   "id": "f89e4e54b458b1d",
   "outputs": [],
   "execution_count": 35
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:12:57.995530Z",
     "start_time": "2025-05-27T02:12:57.990692Z"
    }
   },
   "cell_type": "code",
   "source": [
    "print(\"MyLogisticRegression Accuracy:\", accuracy_my)\n",
    "print(\"MyLogisticRegression Precision:\", precision_my)\n",
    "print(\"MyLogisticRegression Recall:\", recall_my)\n",
    "print(\"MyLogisticRegression F1-score:\", f1_my)\n",
    "print(f\"Training Time: {training_time_my:.2f} seconds\")"
   ],
   "id": "95fb132f0ff9bcc1",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MyLogisticRegression Accuracy: 0.9165\n",
      "MyLogisticRegression Precision: 0.9163125346126807\n",
      "MyLogisticRegression Recall: 0.9165\n",
      "MyLogisticRegression F1-score: 0.9161530295042017\n",
      "Training Time: 29.23 seconds\n"
     ]
    }
   ],
   "execution_count": 36
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:13:00.516043Z",
     "start_time": "2025-05-27T02:13:00.250059Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制自主实现的Logistic回归模型的混淆矩阵\n",
    "plt.figure(figsize=(10, 7))\n",
    "sns.heatmap(conf_matrix_my, annot=True, fmt='d', cmap='Blues')\n",
    "plt.title(\"MyLogisticRegression - Confusion Matrix\")\n",
    "plt.xlabel(\"Predicted Label\")\n",
    "plt.ylabel(\"True Label\")\n",
    "plt.show()"
   ],
   "id": "26f52c75c7e31060",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x700 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 37
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:14:06.030768Z",
     "start_time": "2025-05-27T02:14:06.026362Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 柱状图记录每个模型之间指标的差异\n",
    "models = [ \"LogisticRegression\",  \"SVM\", \"DecisionTree\", \"RandomForest\", \"KNN\", \"NaiveBayes\", \"MyLogisticRegression\"]\n",
    "accuracy = [accuracy_logistic,  accuracy_svm, accuracy_decision_tree, accuracy_random_forest, accuracy_knn, accuracy_naive_bayes, accuracy_my]\n",
    "precision = [precision_logistic, precision_svm, precision_decision_tree, precision_random_forest, precision_knn, precision_naive_bayes, precision_my]\n",
    "recall = [recall_logistic, recall_svm, recall_decision_tree, recall_random_forest, recall_knn, recall_naive_bayes, recall_my]\n",
    "f1 = [f1_logistic, f1_svm, f1_decision_tree, f1_random_forest, f1_knn, f1_naive_bayes, f1_my]"
   ],
   "id": "5d2598c0dd64f214",
   "outputs": [],
   "execution_count": 38
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:14:32.576998Z",
     "start_time": "2025-05-27T02:14:31.644508Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 定义每个模型的颜色\n",
    "colors = [ 'green', 'purple', 'orange', 'cyan', 'magenta', 'yellow', 'brown']\n",
    "\n",
    "fig, ax = plt.subplots(2, 2, figsize=(15, 10))\n",
    "ax = ax.ravel()\n",
    "index = np.arange(len(models))\n",
    "\n",
    "# Accuracy\n",
    "for i, value in enumerate(accuracy):\n",
    "    ax[0].bar(index[i], value, color=colors[i], label=models[i])\n",
    "    ax[0].text(index[i], value + 0.01, f'{value:.4f}', ha='center', va='bottom')\n",
    "ax[0].set_title('Accuracy')\n",
    "ax[0].set_xticks(index)\n",
    "ax[0].set_xticklabels(models, rotation=45, ha='right')\n",
    "ax[0].legend(loc='upper left', bbox_to_anchor=(1, 1))\n",
    "\n",
    "# Precision\n",
    "for i, value in enumerate(precision):\n",
    "    ax[1].bar(index[i], value, color=colors[i], label=models[i])\n",
    "    ax[1].text(index[i], value + 0.01, f'{value:.4f}', ha='center', va='bottom')\n",
    "ax[1].set_title('Precision')\n",
    "ax[1].set_xticks(index)\n",
    "ax[1].set_xticklabels(models, rotation=45, ha='right')\n",
    "ax[1].legend(loc='upper left', bbox_to_anchor=(1, 1))\n",
    "\n",
    "# Recall\n",
    "for i, value in enumerate(recall):\n",
    "    ax[2].bar(index[i], value, color=colors[i], label=models[i])\n",
    "    ax[2].text(index[i], value + 0.01, f'{value:.4f}', ha='center', va='bottom')\n",
    "ax[2].set_title('Recall')\n",
    "ax[2].set_xticks(index)\n",
    "ax[2].set_xticklabels(models, rotation=45, ha='right')\n",
    "ax[2].legend(loc='upper left', bbox_to_anchor=(1, 1))\n",
    "\n",
    "# F1 Score\n",
    "for i, value in enumerate(f1):\n",
    "    ax[3].bar(index[i], value, color=colors[i], label=models[i])\n",
    "    ax[3].text(index[i], value + 0.01, f'{value:.4f}', ha='center', va='bottom')\n",
    "ax[3].set_title('F1 Score')\n",
    "ax[3].set_xticks(index)\n",
    "ax[3].set_xticklabels(models, rotation=45, ha='right')\n",
    "ax[3].legend(loc='upper left', bbox_to_anchor=(1, 1))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "526f24f33174e16",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 39
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:14:51.250965Z",
     "start_time": "2025-05-27T02:14:51.247630Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 记录每个模型的训练时间\n",
    "training_times = [\n",
    "    training_time_logistic,\n",
    "    training_time_svm,\n",
    "    training_time_decision_tree,\n",
    "    training_time_random_forest,\n",
    "    training_time_knn,\n",
    "    training_time_naive_bayes,\n",
    "    training_time_my\n",
    "]"
   ],
   "id": "3dac3b8c87d78351",
   "outputs": [],
   "execution_count": 40
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-05-27T02:14:54.355970Z",
     "start_time": "2025-05-27T02:14:54.258695Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 绘制训练时间柱状图\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.bar(models, training_times, color=colors)\n",
    "for i, value in enumerate(training_times):\n",
    "    plt.text(i, value + 0.01, f'{value:.2f}s', ha='center', va='bottom')\n",
    "plt.title('Training Time Comparison')\n",
    "plt.xlabel('Models')\n",
    "plt.ylabel('Training Time (seconds)')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "58472da911828e16",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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x+vbbb12j15QpU/oeq1ixovtXJZw6cFdPIO3wgLBUqaIdlyqlVqxY4a60qDKqXLly7vF77rnHBVNa3zScTwfiChV0YF6kSJGoXnzEEBcvXrT58+e74PyFF15wQWfVqlVd9Z2aVe/bt8+dDAI3G0hpe6WrxGpy3q9fPxdGqWJKQ2P0uIIpDY8B/mtdUjjw559/2jvvvOP2cXfccYcLOx999FHLly+fFS1a1FV4du3a1Tp37uyqXbyKKYIp3CytLwoQdOyu6hZVC2v7pYt7CkF1oY/hx7hZ6iOsi3ply5a1s2fPWtKkSd22qk2bNi6Y0oXmMWPGcGwVhxBKIWj8D4B0IJUhQwZ3kqed3Jdffmnz5s2zevXq+YIpPUfpebZs2QilcI3PPvvMBUs6yFa4qWqDbdu22erVq23BggXWu3dve/jhh93J38svv2zTpk2z1157zYUI2tnpNSoVZvgV/osOtnfu3OkOuBWA1qlTxypVqmStWrWyt99+2x1MtWzZ0j2X9Qk3ovVDQ9YVEFSrVs1tj9TgNU+ePNaiRQu3P1S4oOFY+tKV4qZNm0b1YiMa+vHHH13w1KdPH1cV9fHHH7tKFn2/Z88ety9ctGiRJU+e3B1/aTulauEzZ864kz4CKVxPeIFl7ty53fZIF4yPHz9uTzzxhDuWKlGihLsgeOzYsShbXsS89alv376WOXNmFzxphIwqPdUDVsGUtmO6kDx27Fj3L+IGQikEfYP01VdfuYNwHTgVL17cHZzLzJkz3RUX70pLhQoVXHlnsWLFonTZEf3ooFpBk3ZcOihSJYvCJ68MeNiwYa6ipWTJkq6iRY+rKkEhlQ7gdTskJCSqPwZiiCRJkrjeP6qWUtj52GOPWc+ePd32Slf7/vnnH1/PFuBGdDKn6s2XXnrJVdop8NQwUA0rLlCggKvk1HZM65oqEhQeAGHpGEoVBTpeUhWUhudpfdFxVPPmzX3tEFTVqWFXqkjfv3+/C0G1r9RFHJ0QAjc6XldFlNYVXYypUaOGTZ482TXQT5MmTaiLxdqOqToPuNH6pP2atkOHDh2y+vXru2N4Pd6jRw+339PFPv2rC879+/d3F2sQdxBKISgbI2+D9Prrr7sqljvvvNPtwLTRUYCgg6uJEye6cmBv6ILoCozQ/wf+kiVL5sJM9flp0KCB1a1b1w1lUOCpPmWaaU87P/Vp0Ymfev7ooEqhVNq0aaN68REDhsRoOIx35VdDQr2KhCxZsrjtlbc9UhWChlmxjcLNUCCuoEDrjcIoDaVSXxYdqGuYQpcuXdw2S+ubnqOTPyAs9dpUw2ldnHnllVdc9cqAAQNcNbDuFw1j17ZJX7oAKAqutH1jaCiuxzte16xoOo7SyAVNPPTFF1+4KmHt/1SJp96vqmxRGwUdX2nmbCDs8ZT/+qQRMaVLl3b7PAXlqo7q0KGDe1737t3dc8uXL+/WK80aKgwzjjsIpRCp1SwKDzxqRq3ScU1/XbhwYVddMGfOHDfrnu7Tvyrj1GwxCg5UmeDhZA9hPfjgg66SbvHixW7Ypw6WtOPSlT0FnrpyrKvIH374ob333nv2ww8/uCoFVegxxArXo3VDw4kVFmi7o/Xl5MmTbkiVwgJtw3RVT1UtutqnIFR9EdhG4b+amosC8v/973+uWbCoEljVUZqMQcP3NLRPV4s1bB3w581LpPVJ+zqFTrqopyHsomBKQ2IUTKnXoihQ8GZI08kdDfRxMzSRh4ZUaYIYbaM0DLRbt27uAo0CdF2cOX/+vAvYNaxPfTpV4cLFGYguuKjKydv3KbjUMbgmZfAmJNL3GoKsgoR27dq54eoa6aDj+lKlSvnei0Aq7iCUQqRQBZRCKY0F9g7KdWKnq7733nuvu0/NzVVmrissusKnBF1VL7oCqJk9AI+3Dvkf8CgUaNiwoTv41jA9rTeqmJLPP//cHaDrCrLWqQceeMBNuU7VAf6Lpk/XED0Nr1LY+csvv7hZQBWqK5TSAbgOpHS/hi9ouIx3RQ8Ib7ul4S4abqXqAlUB6wKMhoAqJNDBt64Ki070dCGHEzuER+uFTvw9Wrd0rKQAXRdhwgumvMoDBVOc3OF6wlaj6LhcVZ0KpNR/U8PV9ZUzZ04XVCkI1QQN/nQx0H/9RNykYycda+v426PzP4VO/iMV1PJA65mKE3RRRpVSuhjjjZBB3MPWA5FyIK6qFc36ItqxqaG0dlhqRK2ZqrRj83aCOqjSiZ3GrSto8MYQc2AOz6pVq1zw5K0P3sGPKgpWrlxpa9ascaGUDry9YEoVLN6whly5ckXxJ0B05l/NoiF7mrVRgZRCBA0TVSil6s433njD9SpTpYtmStP6yDYK16N1StshhZxaf3ShZtasWW59UpN89ffRVWJdoNGVZVUj6HHWKYSlCRUUDqhHok7c7r//frfeKNDUUE8FUzoZ1HGVekwpmFJooP2f9pV6HRXCuB4vkPrkk0/csZYutOg4Xfs8VZrrWEo9gA4ePOiq0bUPVI8pfwRSEAWW3vBgrS9qjq91Q+uYRsj4H8NrP6j1S0P5dDyvfaP/44hbuGyCgNOBT6FChdzBkvpH6eROKbnKyFWxouF5msnK2wlqOIOmMA57wMSBOWTZsmVuWIvCJvU0UGjg7axUtaIwSqXjHi+Y0vBP7RA1ZTHwX4GUmv+qIbDCJq0zWnc0rKpMmTJuqJXu19A9zWglCtrZRuFGdKFF+zv1iVKooCbBf//9t6vaPHHihAupdPCt/aSGwajZOVV3CM/WrVtdxZ1Cgvbt27sqYV38020N+VSfTn2vENSbrUphqIaw63iMQAr/tR/UhWD1fdWwKlW6aOi6JmXQuqZASnRcf/fdd7tjdiAsheKaQEHHR2proCGfqj5Xuw2d66kvp/Z13jG8vte2S1XC/gik4qZ4V71B6kCAS4C1ain91kG5ZjrTFWGd0ClA0M5PJ3yaolgH6irr1AE55eXwpyo7ndjp6ooOlNQcUTsrXYlRbwNdjVFfgyeffNIdfGvqdC9k0DqlEz4dWAH+5s6d69af/Pnzu9vaLj3zzDOucauu/ur7X3/91YWbqjQQNXpVI1f1cGFGUNxM1Z2CTa1LmnhBVVG6Cqzheqq+GzFihGsYrAPys2fPuu2aN4wP8Oh4SU3KNU26hk8pPG/ZsqWbEVR9WjZv3uz+VUigxvhal7StUpCgIXzAzfa7E00eo2NyNaXWNknDQhWia1+pkQwa1aALg9qHclEGNxoCqpmJFaDnyJHDTcigC8Y6Rtd69dRTT7njdw3dU69Xb/Z1xG2EUoiUDZIOxrVqKTFfu3atu/qiA25Nb60rfpplT1UvuiqsDZV2gnqcWRbgUWPppUuXumbS6rOi/hi64qL1RsNcNJOeTvB0BU/Bp6646CBc6w/rEW7U706NzHUVT8NgNm3a5A6wFZzrwEnrjobJ6GRQV/YUVKnS8+OPP3YVLQrPuUqMG1FDVzUD1jAYDaFSvwwNqVLVndeHRZXDCtLV4BUIj8IlrSc6PtK6Ixo+rJM49WNRo3Pv5E89y7TeaT+of3XhT/+qsTlVUrgR9fXxmuFrXerVq5cbSqULx5qFVkOK1SZBx+gZMmSwUaNGue9psQGP/zG3hqLrgrBauOzdu9eef/55d6ylqimNbNBEMapK13NUITV27FjWJziEUgj4FRftsDRrh4YmaCOkKT/VJFil5SrpVLigkEEbJV2BUeM7vZYxxPCoGkUBgA7AtU6sX7/eTRursemiGfdUhafm+Dpo15UYVeKp+kBNXYHwDB061K0z06dP9/W8U9NWzfaikzcNVdBBk6oNtI4pmFIfPB1QqVpPs4Sqwgq4HgXnmkGobdu2VrNmTVfVqWGfjz/+uKs+EA0FVQWVwio9BwiP+m9Wr17dDf1U6wOPqg8UQmk904UZ/1mORUGC7lOoDtyI9n2aGEYhlKpYdIyuYy+F6Lp4rB6vChz0pWN69THjeB3XowIEVdspjNI6pF522lbp4ouKFFTtqQlidIyl0QxeaM76BCGUQkDpip5O7DRuWAdEajDtzbag4TCqaFEarhNB/5nQqGyB5/vvv3c9MRQweVPHerQT07AF72qKGlErBNWwhQ8//NDNaKXXMQwGYWmboy+tHzrR86eQSuuPAk0FBQo/tZ3SNknVehoCqvu8UBQIj6oMVG2nQGDMmDHuBE7UzFUXYTTrnh7TxAxa31Stp+F7QHgUAuikTtWd6pGo4ezevk0XaVRJpZM9VVEpTOA4Cv8l7DqiYygFUxoCqqp0baM0gkFBuvZ7CqoUGvhXsIQ37A/Q6AZdHFaIrnUsa9asbrukKjytWxqurirz1q1bu+HIHrZb8BBLImCUfCt40kFS5cqV3RVjHXSr8aYCKs0Mo4avmsVDQYKCKw8bJHjUQ0onal7DX4UDuu+zzz6z5cuXux2Ymudr9hdVSKnnj3Z4uuJSrVo1AilcQyGnht/de++9LpjS+uUfeDZp0sSdAKrCU8P4nnjiCd8QPQ0TBW7EO6jWsCoNb/GuFGt9Ex2kq4+ULtiowbkuyOh7AimEF2yqkkDrk4IA7f90bCXat6nKTid6Cj1VMaXtmZ5bunRpdz9wPf4n/0uWLHG3NdOshutpCJ8uGqvHj/p0qnJFF2EUSmk99A+iCKQQHoXk6hWlmWY1hE+9FHXcrkpzHWMpsNKQde0f/UMpzv/goVIKtyy8dLt79+5uhhg1C9bOTQfoJUqUcOPR1dROw2EUVilwYOww/HkHPbpqpwMmDXVRlZ1ua5pirTea9UWVUuqboasu3owwwPXoQFtDhjVDlUJMHRwp5FQwHnYonnreqZ+UhoRqZit6R+FmtlleUOANudJJnsIFhVHaZnkUnmu/qW0YEzAgLA1zUbWvAqdHH33UrV/aFqkHiy64hEdD+DZs2OAu8qmaCgiPf6ik9ggfffSRu0/7QE3ooWN2UY9F9X1Vnx/1xVNVi5qdAzc6/9NtVQnr/E+9FNW3U7Nj61xPAafWJVVS6dhLRQqc/yE8hFIISFM7XSG+//777ZdffrFp06a52aw0DEbj1NW7Rc2pFVIpKffGDdPUDuHRyZwqVdQA8ciRI27d0pUWnehpBhgFBepPpmFV6g8EXI8OhtTsN2fOnKHCgRsFUwoStF5pRkc1emUbhRud5ClAVxWeqgtUrakTOG23VMGifmQKGNSXhSEvuBk//vij60OmCmBVnOvr77//djPwqSeLqhCKFCnigk1t16Rv377WvHlzF7oD/9ViQ1+6AKOLfpocRm0RGjVq5KpYPNo/arumGY8VeHpDkQH/8z+d6+mijAIobZM0GkZVdwrXVWXuDQV977333LGV+ggL538ID6EUbrupnTY4GvqiyhWdxOnAW9Nfa6OlnZ2GKqgEWP+qagH4LzoQ0hSx6qGhaYi1g1OlndcMUUNC9bgq7zjRw83Qrk4HQl4ofqNgSlf0FKir6TngCRssqRm+hlBpyILWLU3IoHVKoblO4lRtoOoX7Se94cjAzQRTqoDS+qNhntrv6YLMsmXL3EygqhTW8ZSq7RRaqQ8Q8F8UHmg0g8ICVUdt2bLFVUIpUNB2rUGDBq6HmUdDkFWNrhlovZkeAf+JY1QRpfM87QcbN27s63unYepeX05VUGn9mjBhAsfruCFCKdwyhQK6Cjxy5Ei3U9PJXtKkSd1j2khpyJVO7nRip9BK1QfaWHHFGDfDv6lrWLq6p52eytD1HNYnhHW97Yz/enWjYArw9/7777uKJ812pnVL65EqWlSB5x8KqFJKvRVVZaD9oLZV2v+pmb72kWyrcLPBlKZS10mdeuJp9kZR5bAa5SvsXLFihVvfvJlEAY9GJmjIlHonahulKjpVcyqM0rqksEmzo+lxBU66qKztk773tmeHDx+2Fi1aWMOGDV3wDng0UYeOm7Rf0wUYbae8voo6H9Q2S72j1KNTFVQ6X9RxF03NcSM0Osct0YZF1Sxew2n1NFDFlBoFawOk6bDVE0GzommDVaVKFVeqybSfuFlecKDm5joB1AxDmsFK0xWreaJ2cjR2xX/RgbWov13YZsE6oFIwpZJzBZwaGgOEpUoBNW3VMHRRsKQDa530qcG0f9ipKimd+OmCjYa9aIIPDZNhAgZERNmyZd1FPVWfa2Y09ZTSMZQqpLyqFT0GhKV9mgJxXSRWVbkmXNAERBruqf2c1iOtUwqpNBRUgZUqOdUPT9VROr4XVX7quQ888EBUfyREMwqfHnroIXehRv1e586d66qmvPM9HVNp3dLMe3oe53+4GawdiFDVgfevDsh1oD1+/HhXTr5o0SJ3tU69gNRHQ9Ouq1LK/+qK/9AZ4GZonTl27JgrOVe/Fu3gtO7NmDHDzRoDXI+2UzpI0jZK65CCAoXomvFMgZR/MKVeGqpo0WyhBJ3wp94+2pep0lcnb94+UPsyDZ9SY3z1T1To5AVTOlD/559/3Ou9GfiAiFLDYA3fU6CgYEBhlH8fFqrOEZaqmhQ2qW+UWh6o4k4TfahXp0IpDQPVMZTWK/X+UXCg4yyFWNoPalvm0YVA9YplUoa4LbztjO7TBFbPPfec/fTTT277pPM/rSs6jlJPTv/JGTj/w81gDcF/8i+3VANXbZx0tU5XYzRVsRpO66BJs8SoIbVm7tAJnnZ43nA+oakdIkrrTPXq1V2QoMo8NXrVCR+zouG/aDvUv39/F4xrPdLwK4VTzZo1s1y5crnwyQsR5s+f764QE0ghbIWU1g1N3qFwKeyVXh2Qq6+G1jNNxOBVQ2kfqYs22nfqe4ID3CpVGWiYjCoP+vXr56oQvOMx1iv4e+aZZ1wgpZn1/CvuFKpr9tmsWbO6bZKCqQcffNAF7aqc0r5SlS8KEsTr6qL9IfvEuM3//O/gwYMuvNTxU6tWrdzxk4oQVBGsETNav1Rdp/VNIZQ/zv9wMwilcEPaOXkbJM0m9P3337sKAx0MqZdBt27d3JeqpRRYeX1+kiVL5hsuA9wu9T3QF3AzNCOoQig1yFdgLrqSp4o78YIp/+oWBeqAR9WYqqJTc2lVaepkT/0xRP2iMmXK5KoIFHqqv4YqDBQg7Nmzx50AajgDvTMQCAoW1P9Hs+zpe7VFAPxt2rTJhQa6gBeWhhkfOnTIXUBWBad64amKRRf69DpVt2g2PgUHzIoGf94+TMPS1cNOFXc6ltJwT50Dis791JtT+0hV5Wn7pAvIQETR6Bw3Rb0NJk2a5K4Ia4PUsmVLtyHSQbuGVH366afuoElDqrRKqXyTpnYAgknbHlVvTpw40V0FVsNNTUXsUbn5K6+84k7sNAW2qu6AsHRipr51PXv2dKGmmgB7tG5p1k+dxBUrVszNNKueGqqm0gmf9odqUE3zaQSaqhQIpBAeXSzWMCoNV0+VKpU7XpcOHTq4SihdLNbF5FWrVrn2GrNmzXJD9/yHZ9HzB+HRMZTWK82ermMqzSarXmVqpq9wSkNBdRFG65GGjGpfyPkfbgVbH4TLf2Oi79euXeuqCypUqGA//PCD7dy50w1X0JAXDVPQCZ5m2dMBedGiRWlqByDodGCtKk311dABkg6adEClYQ1ejxbNCqPQQAdNXbt2pQE1rjtsWP9qOmsFnboqrBM9BVI6KFcgpXVME3ton6cvYb+HyEIghfBoO6Rhdpp0Qd9rVIPCdO0P//rrL3v77bftrrvucs9VVZQuJqtKygulvH6xbLcgYcMkVUe1bt3azTy7ePFiVwmsAgVdkFHPsubNm1vx4sVdJbGGueu17AdxK1hjcMMhe1u2bHHJuDYuGu6i8l8dnGtGoVq1atmAAQNcQKUDdVUfeGhqByAYvKu8GoagihX1sVOViqa11sGVZmtUuKDgXNRLQ9UuGTNmJJDCNfwbmat/j25r2Keq7DQ0T/191D/Dv6eP/0E8+z0AUTEJkbY92jZpWzR27Fg3K7YqWjRBgzexh/rB6kvVVP7oTwaPty/T+Z6GpGsGY607Gr6n4ypdzHv88cfdvlDHXQ8//LC7SOPh/A+3irUG151lQWODFy5c6Mp8dQKnA3MdfKuJuWbp8K7ceX02/DEmHUBk8Eace9sp/asrdxpqpdmFzpw546a27tGjh2tErcc1lE8HWqqgkhIlSkTpZ0DMoANrHXxrHVKFnXpIeYGUfxDFEAUAwea/DVJFlMIAVUIpJNC2a/jw4W72UAVU3sQeuqCsx8qXLx/Vi49ovD6pKnjmzJmu4KBmzZqu2k59FjVCxptVXeeFGrKu9cr/PJDzP9wqQimE4p3oqaH5kiVL3DAXBU8KpDRU75dffnHTEuvET8MWNNOChu0BQLD6qmiYsEcH4zr41tW7evXquVmEFFL17t3b11NDB1rqi6eD8fr160fh0iMmXJRRc/NvvvnGDXlRBXCNGjXcAbuCTjV8VbWw1imaAgOILk2odTFGw6dUKawJiNTQXNUs7du3d0P6tN36888/XQ9YmprjeuuT2h7ouEoFCLrQp8BJDfS1b/Qq7DST8Xfffef2keEVJgC3glAK11RIacem2YTWrVtnTZs2dffpMQVT+tKsHZp5SJSQew0V/d8DAAJNEyhoumE10tQBlL68WdHKlCnjDrA1U5qu5KmngZq7qrpFU13rSrF6IgDXo/3X8uXLrW3btlawYEF3EUYXZ7p06eKuFmsfp4o8rXcdO3bkhA5AlFJ/KI1mUCPqrFmzuqHpajytfaC3T1Rope2ZAgRN4KBh6/T8wfV6SE2ePNmFl5pBT8P3smTJ4nqUafSMvlR9d8cdd7hQUxN+COd/CARm30OojYkqpLQRUm+WoUOHuqqDkSNHhppJaP78+a5aQRsxVR1ox8YODkBkU2WmJlbw75Gh+xo0aOBKyzUszzvAUv8fNThXo+rKlSu7AJ0eUviv4aAasq4LM5phVj01PvroI9dTQ1VS+fPnd1UGqkJQKKVKYgAIlrAn/+rrqgsx2hbp+F0Vw6oS1j5S263HHnvMVX1qW6ZAnUAK11ufVCGshuXqy9mkSRP7+++/XaDpNS8/evSonTx50lXlqTBBVcRMaoVAIpSK4/wT8s2bN9urr77qGtbpAFzBlMai62ROtzX1Z3goAQYQTGrgqgNv7+qwhuhpJhgNT1BwIBpi3LhxY3eFT/0zuJKH8HjrhSqiPv/8c9u4caM72FbwJKqcUuWwDsi9YErBlS7U5MmTJ6oXH0ActGPHDrf9adWqldsWaR/XokULV9WpST3UA2jVqlWussWbnU8IEBDe+Z/2e7qIpx6K6hulczq1Q9D6omBKE16Fd/zE+R8Cie6ccZy3QdK48379+rlkXOW9+l47uhdeeMENjRkyZIjbCXobMn9skAAEkw6EdDVPIZR6G+hgXNRbSleEt27d6g7GDx06ZAUKFHCPEUghPFovfvrpJzfltdckXxdkNHRPNM26hn+qqesrr7zi1i0NYSeQAhAVFi1a5I7JRcP0NMOeJvFQJZQ3y6xCKDWh9g+khEAKYc//tC6p55j6B6tFgjeplSaI0fmdgk7Nsh4ezv8QSIRSsI8//tjef/99t+FRM2BVHezfv981udMJXZs2bVxTc105VvM7ZhoCEExeQa9KxzV0uGjRom77pIbn2j7lypXLNXVVcKDbGsKgA3X111BfBOB6tm/fbkeOHHGzUo0ZM8atM6q6U7NXL5jSjHu1atVywxj8m+wDQGQKbzBLtmzZfJMxKDQvWbKkO1bXhRpRVaceVw8p/0AKCEvHSerTqQKEDz74wO33Vq9e7S7AaN3T8HUFT88++6yb7AqITAzfgyvz1ZVh9Y4SlWtqKIOmAr377rvdkD4dnC9evNgFV4RSAII1rMr7Vwfgqn5SNYt62TVv3tzWrFnjhhifOnXKNdxMly6dq+jUgbiu+uk2EB6tV9rXaaieTuKaNWvmrhCLKqcUUGlmWVUiqM+GnD171nfiBwDBbkLtUWWLJiPS0CpvcqIvv/zS7fuSJUvmXjN37lzXQ4qh67geTRqjyruZM2f61hFVRaniToGnegsrlFJI1b9/fyrtEKlIF+IYL4PUv973J06ccD1aPNrolCtXzl0V1oZq8ODBrs+UKqW0ows7fA8AAknbGO8ASf+qsaYqoSpVquSC8YoVK7rHvO1SmjRpXIWUruRpWJWavBJI4Ua0XumETY3LdfFF/VfUHF/7Rc3SqEbmqhjWTFZr1651ryGQAhAMmgFUjcu9QOrbb791tz0PPPCAC9N///13u+eee1yly3vvved6TGnbpQoXr6k5gRTEvwbF+14X77SOaFIrUQ9h9Y9S5bB6LKqVi9YfnQfq3FCtE4DIQigVR0/09L0XLulKcMqUKV1fKc1o5dEUsoUKFXIH6qpQ8J5PpRSAyLxy1759e/e9Dpb0pSopVUcpeLr//vtd5aaGGeu2Dq4UWGm7pEbUOmiiABjh8daLXbt2uYk9VGmgmas0bEG9yVQVrKoD0ZAYrV/aJ2pKbAAIBoVNqlLRTNjesHVVRqlnovaNOibX9unBBx90w9i1j9RFGA1jV/87XbRRdYv2hVS2IOz5n9YXVf2K1jGtT7r4It4MxeolrNmMNdu6qqU89JBCZGL4XhzhX76rqyk6qVMinjNnTjeV7PTp0919qjLQbFXaYPXt29fNbKUvXaHR8BiFVwAQWdspDZ1SHygdYHvbLQXmuvL74osvuu2XDrAUFKiRqw7Y1RNhy5Yt7sCcAAE3oiEumkZd1XV//PGHqwp+7rnn3NXhmjVr2p133mmDBg1y+z1Rfyn1VASAYHv33XfdMGIFTZohTbPOanukflHaXqkx9WOPPeYmX2CYHsLjv16oZ+KmTZvc6Jg6depYhQoVXEuEpk2buiF7qkbX8VefPn1cL8UiRYq4c8RZs2a5imIgMhFKxTGjR492jew09ad2airzrVu3rqs6UHmwUvFt27a5A3Il4hraoB4tujqjJuiZMmWK6o8AIA5Qvyj19VHPu927d7urxBrGp6mvGzRo4A6YNHRBw/d04J42bdqoXmREM2EDJc2cp5katb9TLynNzjhhwgQ7f/682xdqn6gDdVVPqVeZDs450QMQFT2k1CtR2yEdh6vfnSZbEM2QrX2h7tfwK/W8Gz9+fBQvOaI7rUua1EoV5Tq/mzx5squkU5sWVQ2rEEH7TFEBgoIozciui4Favzj/Q2SjrjMO7egOHz5sP/74o9vwKB3X7BzqkVGmTBlXGaVhfErKly9f7nZ0GronqlDQBkr3AUAwaJukbZbCAh1MqVJTIYJm2FN1lHgzw3gl54BHB986qdOwT6+/mCqjNHNV7dq1XUNgHWRr6Kf6ZUyaNMmtZ6o80ExD3nB1AikAUdHUXDN9qreUGpePGDHCDSXW9qxGjRruS1UtCqgOHjxIeI7r0rqhWYsVPKkKWBf2fv75Z1dwoPVKF/fUQ3jGjBlun6nZaPPly+f2kfPmzXMXbTjGQjAQSsVSX3zxhRtPriu96sGiHZ02KkrFNRZdw/F0MK5mdir71dVjVR60bNnSjSPWFeXWrVtb6tSp3ax7GjLDVNgAIot3UK0DbB186yBJV4d1hU7NW9XXToGUZhlS/wMNPVY1lXpQsW1CWAowdUCtCy86gVMwpfVKE3voS+uSTgI1JEHDExo3bmzr16+3woULuxM9eicCiIpASoG6ZsTWUHSNZND2SY+rr5Quwug+efTRR13Dc4VW2ndeb6Y+xC0LFixwwZL2ZWrJoipyrRsKoXQeuHTpUjf65eWXX3YBlSaP0aQxGsKncz71mNIw0b/++svNxKfjLSaOQTAQSsVCCpaUfOsAXKm3Njw64Falk6oPNEuH+q9oik9dddHz1PhOzxVttDJkyOBO+nQlWVdq1G8DACKLDqq/+uord+VOPQ4UputgXNsfVbDoe/VD0IG4mlLrQFzbMA25AsLSkAMdYOuCiuhELn/+/HbgwAEXOjVr1sx3Aqf+Uroy7B14U3EAIBi8IMnbFqmptMJ0jVRQZacuvKgHnvaDoiHteq6qPcUbwaCLOgRSUIGB1htVRulcrkqVKu6cT/s2fa9JPTT0s2fPnu78T3T+p0IEj3qY6fzvvvvus4cffphjLAQNoVQs07BhQ1dqqeoB/asqpyFDhrgpYzVTR69evVxIpR2et0FSiabCKq/aQAfkukKjmYgAIBg0G5q2T7pqp6u/e/fudVf5FBao6nPq1KluEgYdlKuKE7geTeKhA3L1h/r111/d0DytQwqitI5p36bbahCsg3X1ZtHFGQWdQigFIBgUJGlbpAqor7/+2j7//HMXpKtSWFXCqhDW9kqVKwqm9HwFCqp+UV88D9ss6PxPAZOOlTRKRr02VVlevXp1t58rWrSom+hDMzs+8sgj7jW6AKiLfAqgvJBUoZQuAgLBRqPzWLZB0sG4NkRewPTnn3+65FzNgCtXruw2QNooaVyxZlVQQ3OVZ2o4w8cff8z0sQCihCZa0MGUJlRQUO5RCbnKzdULSNstBVUaxkAPDdzIwoULbeDAge4AXENhtB6pP9nTTz/tTv769+/v9pMa3qeDcjXUL1CgQFQvNoA4QBN3rF692jWT9nizYGtCIl2k0QxoChK07VJw1a9fPxdG6Vj9iSeecEEW4F+Q4N9qRcdIml1WPRJ1QUZUhaf1TH2C9Tyd+2kWY+/8j+MqRCUSiFhCwZPGEGsssQ6yvVmHcuTI4YYmeCW+uhKsaWR1FUYzL+jqsA7E1VtKGyTvig0ARDb/A6CjR4+6Ka91pU+hlFftom2aeuDpYEuTNChIFw6ccD06yNaMQtovqk+GqgsUeGpdEt2nfhua1VFVwgULFnTVwQAQ2XScrbBJzaY1tEozgPpvu44fP+4m8VCgrt4/qvQcNWqUPf74467f1JNPPul7H47XoXVEBQiapEp0Xudd2NM5oP++rV69eq4Savv27bZp0ya3H3zuuec4/0O0QCgVC2gHpjHEGqKng2z1f/KmwdZQBZ3oaQOkjZZ2hAqp1FtDvVv86WSQSikAwQqjVCruHQRVrVrVXcVTTw1NwqB+QKIhCpq4QVcBNQQZuJn1S8M/dYHG67PSvHlzt66pCkHrnk7wHnrooaheVABxbNuk7ZB6Iyo4UL/ENm3auGF6TZo0cRMOKSjXcbvCBj1XPX28pua5cuXyvRcBAv7++29X8aRzvpUrV7qJrLxASsM8FXzquGn//v2uV7DWIzU11/P8cf6H6IDhe7Hk5E6zJWgHpkRcJ3R58+a1Dh06uA2SqqK0k1MwpQqqVKlSufRcV4t1Iki5JoBg8bY3uqqnhtO6qqegXI2p58+f76qiVA2l3lI6SNKwqmXLljHLHq4rvH2YhqxriIL6kPnPHKSZ+DQzX9euXV3PKZ3Ysf8DEOxtlfZ9ajqtYEqBwVtvveUbyq6ZZ3UxRvcrtNKkQ6oUFipa4E/FCKok13qji3oKoXT+p0oo9eTUflBD1rW+hYSEuC8NBa1YsWJULzoQCqFUDKc/n1dtoA2TDsA1a8LJkyfdcD4NWdDU16LZGJYsWeKmBdXseyoHJhkHEGwKnjp16mQNGjRwV341q54ac44cOdJtoxRWrVu3zg0t1nZNQ43p94MbneRt2LDB9UdUpbAqgTWTo5riN2rUyNfoVVeDNVRdV5W1r/SGggJAZFKvV+3r7r77btcf0aOgQBUub7zxhjtWVzClqmAN69OMaHfccYfbbtHzB9ebuVE0EkYX7n744Qe3r9N6onXqzjvvdI+rd5RG1SicUnWV17IFiE4IpWLJBsnbUWm6ayXkauyqDVKFChWuea4/rrgACCaF46qCUgWnqqMOHz7sZgKtVq2aa8ipaij1vtOEDBrCp4MqwgPciCoKevTo4Xonat1RBbDWLR2kq5GwZpvVxRpdqPnmm29cvxbvYg0ARCYdj9euXdt9r1EKqly5//773RAqjWrQPk5hwowZM9yQY03koZYcP/74owutNPSYnj/wF945nYoRVHU3e/Zse+2111z/KJ0bKtRUf86wGLKH6IZQKobyv1qihq7r1693B+MakqerwC1btnTj0NXAzn+qz7AhFgBEZligg2s1MVcooIMkr0pF/TN01VgH65ohRkMTBgwY4OuFB9wMBU2DBw92vVh0EUZTYKvaTn0zVI2nkz3dViWVKhRat27tKqkAIFg0q17jxo3dkGE5ePCgu08hlCqo1HpD+8ZPP/3UPUezg/ojkILH//xNo2G82WW1zmgdUbj53XffudkbH3nkEc73EGMQSsVwGoI3Z84c17T1zJkz9thjj1mZMmXckBdNf60hMW3btnVXigEgWIYNG+YOsDW7i5psHjt2zB0wKXjSEAWvF54Oml5++WXXnFNX91Q5NX78+KhefMQAv//+u6sMVnWdgilVHXgH6joo18Qe6seix9VPUetfeFeMASCyLV261FUJq++PGk5r/6fRDdpPKqRau3atq4xSD9jnn3/eHcMTKMCf//qgqigVJegCn6qkVICginOtV6oS1j5QF/sefvjhqF5s4KYQSsUgCxcudBsc0Z9NO7NWrVq5xuaqNPCfBlRXj3UArimxdfVFTe3y5MkTxZ8AQFwwaNAg1wNDvaCKFCni63mgK3m6qqdhejpg0jZM/aU8au6qas6BAwe6Ay8OxnEjujr8+uuvuz4ZGrLgf/FFwZQqpDRcRvtINdMHgKikIXkKmxRMVa5cOdRj6omn3j+aBEQVnQytgv/+TFXl3qQdqj7XeqRjqbANy3Wspcq6999/31UOq3LKOw4DorNrmwwhWtKsCmoGrCF44p2sqT+LxqeLtwPTcBk1SdRjahycPXv2UNPIAkBkGTFihM2bN8/18tGBkA6ORMOJFVJpZhg9pqF8CtEbNmzoXqNASv1+1D9DwRSBFMLyrqHpxE3VBNq3aYhCqVKl3Emcqg08Wo80hbpm2lPvDACIamXLlrXRo0e7/Z3CdP9tk47TNexYoxt0PM92C6JJO3Repx6bHq0bqhRWAYJHhQl6niaQ0bmi2reoMo+RMogpqJSKAS5evOiGHHj/alYqnezpoFyVUxqypyav/im50vPevXtb+fLlffdfr9k5AASCZnXRcLxmzZq56hT/oVL+2x/1vlOVlIbpvf322y5A1zTFChbuueeeKPwEiO7DFlRhp0bAamquGRm171NIpcbm27ZtcxV6/k3MNeMQVVIAomPFlCo9dZzOsTluxBsJo/VGo150QUY9E7Vv0xD1TJky+Z6riqqnn37ahVMeepIhJmArGM3pyq9Scm2QdIKn8t4nn3zSJk2a5BokqhfLggUL7M033/S9RjN5aBpZr6rK+5edHoDIpO2OSsVV2fnBBx+4PlIebX+8bZEanetKn/r8aBiDQgb9SyCF8OiAWoGU1iv1kPJmrlITc/Uo0xXkMWPGuJ5SmsnRv2KKQApAdKyY0jbrpZdecq05qA9AWBs3brT58+e77xVIqeeYjpV0IU89pKpXr+76lOk5usgnusCnYy2dH/ojkEJMwIDlaE4h1PTp090OS83LdSCu/lD6Uq8oBVQq39TVli1btlju3Lndhksne+ozJYRRAIKlRIkSrqeUDrYVJGgShrRp07rHvCF59957rwusNm/ebAULFnT3cdAEfwqWtL4o6NS6ofVFF2NUgaeheWrmqiavahJ86tQpGzJkiDvJ02OqFP78888ZBgog2lJVsSYE0TF+jRo1onpxEM3oHE+FB6pAV2WwLtppPdHFGG8IqPZ9U6ZMsZ9//tntK/ft2+cu4lStWjWqFx+IMEKpaE7TXOvqsA64lYAraPLGC6uXhg66GzVq5Ka4VnquA3WVdergXQfylGwCiIpgSgfbCqbEC6YUEGib9M8//7gDLIXoHsIDeFT5q7BJQ9TVqFyzDKVKlcoFU5rNUfvCCRMmWIUKFdyJnWYYUqVdt27d3H5Qr2O/ByC6U5NqbceAsDRMT72E1SNYx00qOFCfRO3bvvzyS3eMpX2ejqN++uknN4mMZuDTsFD1JOP8DzENoVQ05m1Q1KROB+galqdqKP371FNPuecomNIwGF0Z1kG6/4md7mf2DgDRIZjSFT7NHKNtmmaEUbCgwAHwpyo7DUnXEE+FS9r3af/20UcfuWF72q+pr4aqgXV/lixZ3NCGd955x7Zu3eqa6XuVeQAQ3em43euZB3jrgrc+6FxQBQgqNmjfvr01btzY3a9gavjw4a6nlGZi9+/byfkfYiIanUdDYRuS79+/321gpk2bZps2bbKaNWtarVq1LFmyZG4WK/XU0EZJB/EednAAooNffvnFBVNqbq4wXQdWqmaZPXu2G8YH+AdSalT+3nvvuepf0bAEXSlW2KT1RQ3xX3nlFTfrrJqca9/YtWtXV42n6juCTgBAbDj/0wRXCqWWLFniGpvrOEr7O3n//ffdjMW62Kd9YYYMGaJwyYHbR4wajTdIOmlTo7v06dO7mYU0trh///72ySefuMCpbt267iRPDdA1BbumkfWCKAIpANGpYqpnz55u0gZt03QwRSAFfyNGjHD7MVXRadiCN9uQKoMzZ87s9osKpETD1HUArgN2NX7VOqWDcv8ZiAAAiInnfypC0H5NBQYaoqcZGgcPHuz2c3qOeiuqdYtml1VfKQVTQExHKBXNeBsklWTqAF3N6jTLgnqw6Mpw79693YZJV5MPHTpk27dvd6WcmulKqJACEB2DKQXqutKn6k4CKfhTI1dV0DVr1syFUKJAStRTUU3PNexz7969li1bNnvuuedcn0UNCdUBuV5LIAUAiOnnf7pAM3fuXHf+lzNnTtdPUfs/VQMruFKl8NGjR93wPPUZVl9FnfeFrbICYhqG70UDCqBatGjhS7rVrE6N6gYOHOhO5nTArivDGzZscLfVY0qVB+vWrbPz58+7kzzGDgOI7rS98qpdgLDDPHWw/fTTT1vt2rUtTZo0LmzSAboOyrV/1H6waNGidvfdd7uhevLYY49ZxowZo3rxAQCIEBUa1KtXz4oUKeI7/9PFO53jqWm59nkqPli5cqWVLl3aBVCLFi2yt956y533aUSN/qUgAbEBSUYUO3LkiK1fv95VQXk0JEFfSrw13EXTxe7evdsNZ9DG6NVXX3U9WnT1WFOAejNaMcsCgOiMQArXowsu6imlfZsCKe3zVAH8xhtvuMo67SsPHDhgX3zxhS1evNi+//57mzlzJoEUACDGUdik9iwFChTw3adJOnQup5n2Dh8+7Ppvqq+w9onvvvuuu60KqkcffdSSJEnC+R9iFSqlolDYUsuFCxfagw8+6Hpl6EqxNkQnTpxwTc11NVgzDzVo0MBVVT355JPXfR8AAGIiNTbXDEOaeU9D9HQA7s/b32n4An00AAAxlVfhpNllFVCVLVvW9Q/+6aef3EUY9Q6uWLGi6ymlGfYKFy4calIrzv8Qm1ApFU1oevQuXbpYqVKlXONWNXvVrAq5c+cO1X8lvINwNkgAgNjggQcesIkTJ7qJO44dO+a+dPXYOwD3hih49wEAEJN41U3an6lvsM731KpFwVS/fv1sx44drq+iekp5VVC6EJMiRYpQ78P5H2ITKqWiiP/43zVr1lixYsVcKv7EE0+4qbDVZ8obwqCeURqmp+EK2iipyTk9pAAAsbliqnv37m4KbDV4JYQCAMR0/tVN3ggZTWalPlF//vmn6yn8v//9z/WTmj9/vpvUSpN8qGWLbnP+h9iKiDUK+F/t/fXXX91wvPHjx7tprzXj3qZNm3w9o1KnTu2CqWXLlrnZhVTiqQ2SUnYAAGJrxZSavc6YMcPmzJnjhrIDABAbAin1E37//fetb9++rkJK1cE5cuSw0aNH26pVq3w9g9VbKleuXL6CBM7/EFtRKRWFXn/9ddc3ShVQZ86ccdNcawifwqg6deq4scN6TthyzUuXLpGUAwBivRUrVtjgwYPdhB+6SAMAQEw2cuRIW7p0qZ06dcqOHz/uLsL079/ftXIZM2aMq5JSbynNNuuP8z/EZoRSUWTBggVupiFVSCl02rlzp0vLn3rqKTcdqIIpTROaJUsW11/D6yXFtJ8AgLhETc+TJk0a1YsBAMBt0QyyvXv3dsP1smXLZqtXr3YzrZ8/f94GDhzogiqdG2oGPrVyUYGCcP6H2I7he1Fk165dro+UpsFWI/Nq1aq5jc+0adNcgq6hemp2rjDK/+owGyQAQFxCIAUAiA1UGaWgqXjx4u5cT+d/jRo1ckP7XnvtNddPuGXLlq6XYsGCBX2v4/wPsR2hVBCEV4yWPHlyN2RPV4BFY4QfeeQRN4Rv0qRJLiXPmjWrq5LSzAvaWAEAAAAAYsb5n/954MWLF23Dhg3uHNCj4Xsaqvf111+7KioVJLRr186d/9FDCnEFoVQQm5pfuHDBfUmpUqVs3bp1bhifeFN+KiHPly+fjR071j744APfxoxpPwEAAAAg5pz/aUievqRGjRpuhMzQoUPdjOoezbxepEgRd843YcIEO3fuXKjzQyC2o1taJPIPk1TxpJkW1DuqUqVKVrduXTd2uGvXrm7Do5BKZZzfffedNW7c2G3IRowYYRUrVnQzMAAAAAAAYsb5nwKmxYsXu3M9zbKnCa0effRRW7lypWturln39NxZs2ZZ3rx5XTD13nvv2cmTJy1JkiRR/VGAoKHReRCMGzfOTWvdvn17++uvv9zXH3/84Rqba2yxwilJlCiR+/roo49s+/bt7vHJkydbypQpo/ojAAAAAABugtqxvPvuu/biiy+6gGnu3LmuOkpD89S+RU3PlyxZYrly5XLnfx9//LEdO3bMmjRp4kbM6H4grqBSKpIp6f7ll19cGq4KKdm2bZvNnj3b+vXrZ++8846b6vqff/5xGyo1Pk+cOLEtWrTIjSMmMwQAAACA6E/nbgqdli9f7mZUf+KJJ9z9al6uSilNaKXzv9q1a9umTZssJCTEcuTI4Z4zZcoUN1ombdq0UfwpgOCiUVEk00Zp48aNbqpPj8oz69Sp48o1VdKpKUE1vlgboUGDBlmLFi3czHsKslKlShWlyw8AAAAA+G86n1Nhwf79+13gJN55oFqzqCpKbV28c0I1P3/22WfthRdesDlz5rh+U+oxDMQlhFKRLHXq1G5WBSXh/g3tNM2nNkq///57qBn5NPV1sWLFbObMma7pHQAAAAAg+glvhjy1XsmYMaMbkicKp7zJrnLnzu0LqzQ6JnPmzFauXDk3C7uKEgoUKBDkTwBEPUKpAFADc82yEB6NIdaQvO+//96NHdZYYTl9+rQlTJjQ7rzzTl+pZ+HCha179+5urLE2WAAAAACA6EU9gL0Z8vzPA73vu3XrZn/++af71wug5PDhw6FGwmioXuvWre2pp56yu+66K8ifAogeaHR+mzZv3uxm0lMz8/Lly/tmWxD9ar3pQN944w03VC9dunSWPXt227Fjh504ccIl6Aqn/J8LAAAAAIh+fvjhBxs8eLCrcHr55Zd9FVMKqDyqjFIjc7VmSZYsmSs4OHjwoOsjvGDBAs7/AD+EUgGgsKljx442bNgwq1ChQqhgyn8D9eWXX9qWLVts586dLpjq3Lmz2yCF3YgBAAAAAKIfBUvz5893E1MVKlTIXnnlFXd/eOd0hw4dcrPwqXeUWrW0bduW8z8gDEKpAPnxxx9dMDV8+PBQwZR/Aq7EXKWbKuv0Hr906ZLbMAEAAAAAoi+FS+oLrFYsGsL3+eefuxYs4QVTOg88d+6c6xnsj0AKCI2eUgFStmxZGz16tBs3/O233/rGE3uBlBqdt2nTxv3rX0lFIAUAAAAA0Z8CKfnpp5+sRo0aVrNmTVu7dq0bpif+YdPWrVutQ4cOblY98WpBCKSA0AilIimY+uabb0JtkHr16mXbt2+3fPnyRekyAgAAAABujaqfunTp4obwPf300/b444+7ia+8YErUskUTWP31119Wp04ddx/9o4DwMXwvkofy5ciRw3r06OGG6anEU+k6JZsAAAAAEP35t1vxWrPMnDnTli9f7guidJ6nmdY1lK9evXpuON/58+c5/wNuApVSkVQxNWbMGJegN2vWzA3l8zZI2qixQQIAAACA6EuzpUvYQErU4FyjYTTDXsqUKV01VNWqVW3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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 41
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
